EDA Report

Dataset statistics

Number of variables	21
Number of observations	5358
Missing cells	241
Missing cells (%)	0.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.3 MiB
Average record size in memory	452.2 B

Variable types

Numeric	13
Boolean	1
Categorical	7

Alerts

`heart_disease` is highly imbalanced (67.1%)	Imbalance
`hypertension` is highly imbalanced (51.5%)	Imbalance
`stroke` is highly imbalanced (55.4%)	Imbalance
`bmi` has 241 (4.5%) missing values	Missing
`feat01` has unique values	Unique
`feat02` has unique values	Unique
`feat03` has unique values	Unique
`feat04` has unique values	Unique
`feat05` has unique values	Unique
`feat06` has unique values	Unique
`feat07` has unique values	Unique
`feat08` has unique values	Unique
`feat09` has unique values	Unique
`feat10` has unique values	Unique

Reproduction

Analysis started	2024-03-07 22:26:37.770712
Analysis finished	2024-03-07 22:26:49.152844
Duration	11.38 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

age
Real number (ℝ)

Distinct	104
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.368481

Minimum	0.08
Maximum	82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	0.08
5-th percentile	5
Q1	26
median	46
Q3	62
95-th percentile	79
Maximum	82
Range	81.92
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	22.84083
Coefficient of variation (CV)	0.51479855
Kurtosis	-0.99640242
Mean	44.368481
Median Absolute Deviation (MAD)	18
Skewness	-0.18401757
Sum	237726.32
Variance	521.7035
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78	123	2.3%
57	106	2.0%
79	102	1.9%
54	93	1.7%
52	92	1.7%
51	90	1.7%
59	88	1.6%
45	88	1.6%
80	87	1.6%
53	87	1.6%
Other values (94)	4402	82.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.08	2	< 0.1%
0.16	3	0.1%
0.24	5	0.1%
0.32	5	0.1%
0.4	2	< 0.1%
0.48	3	0.1%
0.56	5	0.1%
0.64	4	0.1%
0.72	5	0.1%
0.8	4	0.1%

Value	Count	Frequency (%)
82	65	1.2%
81	74	1.4%
80	87	1.6%
79	102	1.9%
78	123	2.3%
77	50	0.9%
76	60	1.1%
75	59	1.1%
74	49	0.9%
73	50	0.9%

avg_glucose_level
Real number (ℝ)

Distinct	4167
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	107.37692

Minimum	48.78
Maximum	271.74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	48.78
5-th percentile	60.7255
Q1	77.335
median	92.225
Q3	115.39
95-th percentile	217.7975
Maximum	271.74
Range	222.96
Interquartile range (IQR)	38.055

Descriptive statistics

Standard deviation	46.576141
Coefficient of variation (CV)	0.43376306
Kurtosis	1.406092
Mean	107.37692
Median Absolute Deviation (MAD)	17.98
Skewness	1.5128362
Sum	575325.54
Variance	2169.3369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
93.88	6	0.1%
73	5	0.1%
91.85	5	0.1%
78.24	5	0.1%
84.1	5	0.1%
91.68	5	0.1%
72.49	5	0.1%
83.16	5	0.1%
90.42	4	0.1%
114.32	4	0.1%
Other values (4157)	5309	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
48.78	1	< 0.1%
49.23	1	< 0.1%
52.06	1	< 0.1%
52.54	1	< 0.1%
55.12	1	< 0.1%
55.22	1	< 0.1%
55.23	1	< 0.1%
55.25	1	< 0.1%
55.26	1	< 0.1%
55.27	1	< 0.1%

Value	Count	Frequency (%)
271.74	1	< 0.1%
269.12	1	< 0.1%
268.02	1	< 0.1%
267.76	1	< 0.1%
267.61	1	< 0.1%
267.6	1	< 0.1%
266.59	1	< 0.1%
263.56	1	< 0.1%
263.32	1	< 0.1%
261.67	1	< 0.1%

bmi
Real number (ℝ)

MISSING

Distinct	418
Distinct (%)	8.2%
Missing	241
Missing (%)	4.5%
Infinite	0
Infinite (%)	0.0%
Mean	28.95896

Minimum	10.3
Maximum	97.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	10.3
5-th percentile	17.7
Q1	23.7
median	28.1
Q3	33.1
95-th percentile	42.92
Maximum	97.6
Range	87.3
Interquartile range (IQR)	9.4

Descriptive statistics

Standard deviation	7.8036118
Coefficient of variation (CV)	0.26947141
Kurtosis	3.3229195
Mean	28.95896
Median Absolute Deviation (MAD)	4.7
Skewness	1.0427852
Sum	148183
Variance	60.896357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28.4	41	0.8%
28.7	41	0.8%
27.3	41	0.8%
27.7	40	0.7%
26.1	39	0.7%
26.7	38	0.7%
27.6	37	0.7%
23.4	37	0.7%
26.4	37	0.7%
27	37	0.7%
Other values (408)	4729	88.3%
(Missing)	241	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.3	1	< 0.1%
11.3	1	< 0.1%
11.5	1	< 0.1%
12	1	< 0.1%
12.3	1	< 0.1%
12.8	1	< 0.1%
13	1	< 0.1%
13.2	1	< 0.1%
13.3	1	< 0.1%
13.4	1	< 0.1%

Value	Count	Frequency (%)
97.6	1	< 0.1%
92	1	< 0.1%
78	1	< 0.1%
71.9	1	< 0.1%
66.8	1	< 0.1%
64.8	1	< 0.1%
64.4	1	< 0.1%
63.3	1	< 0.1%
61.6	1	< 0.1%
61.2	1	< 0.1%

ever_married
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	47.1 KiB

True	3573
False	1785

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	3573	66.7%
False	1785	33.3%

feat01
Real number (ℝ)

UNIQUE

Distinct	5358
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52513684

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.30794303
Q1	0.4335678
median	0.5259077
Q3	0.61569946
95-th percentile	0.74025097
Maximum	1
Range	1
Interquartile range (IQR)	0.18213166

Descriptive statistics

Standard deviation	0.13312093
Coefficient of variation (CV)	0.25349761
Kurtosis	0.01484692
Mean	0.52513684
Median Absolute Deviation (MAD)	0.09107641
Skewness	0.006166905
Sum	2813.6832
Variance	0.017721183
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.621595254	1	< 0.1%
0.6183524476	1	< 0.1%
0.6691209102	1	< 0.1%
0.1979663495	1	< 0.1%
0.6525026389	1	< 0.1%
0.598753879	1	< 0.1%
0.4919099083	1	< 0.1%
0.6139811207	1	< 0.1%
0.3173576375	1	< 0.1%
0.7485217641	1	< 0.1%
Other values (5348)	5348	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.05388364358	1	< 0.1%
0.09303162613	1	< 0.1%
0.1040040418	1	< 0.1%
0.1163754095	1	< 0.1%
0.1211733956	1	< 0.1%
0.1224188506	1	< 0.1%
0.1257523209	1	< 0.1%
0.1366062527	1	< 0.1%
0.1407255018	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.984181102	1	< 0.1%
0.9709808517	1	< 0.1%
0.9553925935	1	< 0.1%
0.9398492649	1	< 0.1%
0.9334781765	1	< 0.1%
0.9322174586	1	< 0.1%
0.9308279064	1	< 0.1%
0.9267348392	1	< 0.1%
0.9209119074	1	< 0.1%

feat02
Real number (ℝ)

UNIQUE

Distinct	5358
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54666718

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.368617
Q1	0.47374563
median	0.54805112
Q3	0.62005467
95-th percentile	0.72188342
Maximum	1
Range	1
Interquartile range (IQR)	0.14630904

Descriptive statistics

Standard deviation	0.10947394
Coefficient of variation (CV)	0.20025703
Kurtosis	0.40311174
Mean	0.54666718
Median Absolute Deviation (MAD)	0.073399272
Skewness	-0.09831506
Sum	2929.0428
Variance	0.011984544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6635929648	1	< 0.1%
0.66598444	1	< 0.1%
0.5852383768	1	< 0.1%
0.5990650715	1	< 0.1%
0.4675276872	1	< 0.1%
0.4155361275	1	< 0.1%
0.5462785316	1	< 0.1%
0.4295662394	1	< 0.1%
0.5192628732	1	< 0.1%
0.2856893063	1	< 0.1%
Other values (5348)	5348	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.1310315863	1	< 0.1%
0.1364974554	1	< 0.1%
0.1444300723	1	< 0.1%
0.1566091301	1	< 0.1%
0.1574059949	1	< 0.1%
0.1609613856	1	< 0.1%
0.1614601483	1	< 0.1%
0.1624248336	1	< 0.1%
0.1646659644	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9961262852	1	< 0.1%
0.9342439475	1	< 0.1%
0.9283553296	1	< 0.1%
0.9164246844	1	< 0.1%
0.9102583301	1	< 0.1%
0.8956797273	1	< 0.1%
0.8951763522	1	< 0.1%
0.8929880803	1	< 0.1%
0.891254081	1	< 0.1%

feat03
Real number (ℝ)

UNIQUE

Distinct	5358
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.99545631

Minimum	0.14130948
Maximum	1.825912
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	0.14130948
5-th percentile	0.48472633
Q1	0.73702547
median	0.99734957
Q3	1.2524597
95-th percentile	1.4991048
Maximum	1.825912
Range	1.6846025
Interquartile range (IQR)	0.51543422

Descriptive statistics

Standard deviation	0.32016912
Coefficient of variation (CV)	0.32163051
Kurtosis	-0.86006065
Mean	0.99545631
Median Absolute Deviation (MAD)	0.2573103
Skewness	-0.023603625
Sum	5333.6549
Variance	0.10250827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.070287519	1	< 0.1%
1.424324095	1	< 0.1%
0.4927195851	1	< 0.1%
0.8661140849	1	< 0.1%
1.205735232	1	< 0.1%
1.34448327	1	< 0.1%
0.9307655188	1	< 0.1%
0.7118831876	1	< 0.1%
0.8222009078	1	< 0.1%
0.6917179792	1	< 0.1%
Other values (5348)	5348	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.141309484	1	< 0.1%
0.1863412145	1	< 0.1%
0.187432667	1	< 0.1%
0.1902409092	1	< 0.1%
0.1958973176	1	< 0.1%
0.2094063171	1	< 0.1%
0.2124708912	1	< 0.1%
0.2195362786	1	< 0.1%
0.2344893745	1	< 0.1%
0.2473023577	1	< 0.1%

Value	Count	Frequency (%)
1.825911995	1	< 0.1%
1.785165513	1	< 0.1%
1.782425796	1	< 0.1%
1.770704951	1	< 0.1%
1.754184163	1	< 0.1%
1.75034002	1	< 0.1%
1.749165374	1	< 0.1%
1.746170831	1	< 0.1%
1.740651478	1	< 0.1%
1.730824923	1	< 0.1%

feat04
Real number (ℝ)

UNIQUE

Distinct	5358
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.97687495

Minimum	0.059627079
Maximum	1.8602682
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	0.059627079
5-th percentile	0.46165402
Q1	0.72647465
median	0.98002301
Q3	1.2290659
95-th percentile	1.4900795
Maximum	1.8602682
Range	1.8006411
Interquartile range (IQR)	0.50259122

Descriptive statistics

Standard deviation	0.32102003
Coefficient of variation (CV)	0.32861937
Kurtosis	-0.74278901
Mean	0.97687495
Median Absolute Deviation (MAD)	0.25157407
Skewness	-0.0053176521
Sum	5234.096
Variance	0.10305386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.274482792	1	< 0.1%
0.2864485666	1	< 0.1%
0.4963146855	1	< 0.1%
1.055589954	1	< 0.1%
0.6567110023	1	< 0.1%
1.393063741	1	< 0.1%
0.7870504142	1	< 0.1%
0.9017540625	1	< 0.1%
0.6782619824	1	< 0.1%
1.336831757	1	< 0.1%
Other values (5348)	5348	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0596270794	1	< 0.1%
0.09346263189	1	< 0.1%
0.1150778179	1	< 0.1%
0.1171352699	1	< 0.1%
0.1485754403	1	< 0.1%
0.1505095666	1	< 0.1%
0.1623359498	1	< 0.1%
0.1716458787	1	< 0.1%
0.1742476374	1	< 0.1%
0.1751816759	1	< 0.1%

Value	Count	Frequency (%)
1.860268227	1	< 0.1%
1.840626215	1	< 0.1%
1.792419791	1	< 0.1%
1.778735049	1	< 0.1%
1.771101038	1	< 0.1%
1.759572625	1	< 0.1%
1.750964809	1	< 0.1%
1.749793315	1	< 0.1%
1.747565401	1	< 0.1%
1.730824657	1	< 0.1%

feat05
Real number (ℝ)

UNIQUE

Distinct	5358
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0425825

Minimum	0.21886148
Maximum	1.8057262
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	0.21886148
5-th percentile	0.54433344
Q1	0.79979905
median	1.0427535
Q3	1.2960868
95-th percentile	1.5403157
Maximum	1.8057262
Range	1.5868648
Interquartile range (IQR)	0.49628771

Descriptive statistics

Standard deviation	0.31367227
Coefficient of variation (CV)	0.30086086
Kurtosis	-0.84096529
Mean	1.0425825
Median Absolute Deviation (MAD)	0.24736249
Skewness	-0.020832173
Sum	5586.1571
Variance	0.098390291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.39072629	1	< 0.1%
0.9691956188	1	< 0.1%
0.7056552744	1	< 0.1%
1.11328646	1	< 0.1%
0.4848288494	1	< 0.1%
1.127301673	1	< 0.1%
1.014182622	1	< 0.1%
1.198664276	1	< 0.1%
0.8169382182	1	< 0.1%
0.8557240435	1	< 0.1%
Other values (5348)	5348	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2188614787	1	< 0.1%
0.2367464905	1	< 0.1%
0.2379913873	1	< 0.1%
0.2472722143	1	< 0.1%
0.249595708	1	< 0.1%
0.2542457215	1	< 0.1%
0.2853861654	1	< 0.1%
0.2898982673	1	< 0.1%
0.2945679715	1	< 0.1%
0.2968461633	1	< 0.1%

Value	Count	Frequency (%)
1.80572623	1	< 0.1%
1.796663848	1	< 0.1%
1.783563918	1	< 0.1%
1.7742431	1	< 0.1%
1.76792078	1	< 0.1%
1.767622679	1	< 0.1%
1.762110799	1	< 0.1%
1.740363849	1	< 0.1%
1.737065846	1	< 0.1%
1.735609315	1	< 0.1%

feat06
Real number (ℝ)

UNIQUE

Distinct	5358
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.960986

Minimum	0.020592485
Maximum	1.8525569
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	0.020592485
5-th percentile	0.4562238
Q1	0.71309477
median	0.95703246
Q3	1.2127147
95-th percentile	1.4719313
Maximum	1.8525569
Range	1.8319644
Interquartile range (IQR)	0.49961993

Descriptive statistics

Standard deviation	0.31903023
Coefficient of variation (CV)	0.33198219
Kurtosis	-0.78984216
Mean	0.960986
Median Absolute Deviation (MAD)	0.25026804
Skewness	0.013897199
Sum	5148.963
Variance	0.10178029
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.096495121	1	< 0.1%
0.8331488576	1	< 0.1%
1.244903861	1	< 0.1%
0.8603875094	1	< 0.1%
0.6479717837	1	< 0.1%
0.6991440993	1	< 0.1%
0.6784443601	1	< 0.1%
1.502761255	1	< 0.1%
1.378929793	1	< 0.1%
1.126531658	1	< 0.1%
Other values (5348)	5348	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02059248516	1	< 0.1%
0.1301524523	1	< 0.1%
0.1402795358	1	< 0.1%
0.1640919546	1	< 0.1%
0.169239146	1	< 0.1%
0.1714024248	1	< 0.1%
0.1862395334	1	< 0.1%
0.1874437828	1	< 0.1%
0.2015040596	1	< 0.1%
0.2136665299	1	< 0.1%

Value	Count	Frequency (%)
1.852556901	1	< 0.1%
1.793459164	1	< 0.1%
1.772204372	1	< 0.1%
1.757051342	1	< 0.1%
1.751196453	1	< 0.1%
1.731595263	1	< 0.1%
1.730526218	1	< 0.1%
1.729119764	1	< 0.1%
1.727033288	1	< 0.1%
1.720177288	1	< 0.1%

feat07
Real number (ℝ)

UNIQUE

Distinct	5358
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.97842701

Minimum	0.10563417
Maximum	1.8549244
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	0.10563417
5-th percentile	0.46041422
Q1	0.72329313
median	0.97859031
Q3	1.2294206
95-th percentile	1.4960207
Maximum	1.8549244
Range	1.7492902
Interquartile range (IQR)	0.50612748

Descriptive statistics

Standard deviation	0.32446318
Coefficient of variation (CV)	0.33161716
Kurtosis	-0.77657653
Mean	0.97842701
Median Absolute Deviation (MAD)	0.25338521
Skewness	0.0020678352
Sum	5242.4119
Variance	0.10527636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.071132479	1	< 0.1%
1.060315247	1	< 0.1%
0.5097454639	1	< 0.1%
0.5706227177	1	< 0.1%
1.133088619	1	< 0.1%
1.377433587	1	< 0.1%
1.27569164	1	< 0.1%
1.195355945	1	< 0.1%
0.848425418	1	< 0.1%
1.265524139	1	< 0.1%
Other values (5348)	5348	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1056341688	1	< 0.1%
0.1355642203	1	< 0.1%
0.1363316521	1	< 0.1%
0.1509909762	1	< 0.1%
0.1694056725	1	< 0.1%
0.1815204809	1	< 0.1%
0.2038740268	1	< 0.1%
0.2071057508	1	< 0.1%
0.2098381893	1	< 0.1%
0.2131277017	1	< 0.1%

Value	Count	Frequency (%)
1.854924375	1	< 0.1%
1.798845367	1	< 0.1%
1.797420585	1	< 0.1%
1.789366331	1	< 0.1%
1.78809527	1	< 0.1%
1.751375977	1	< 0.1%
1.743423032	1	< 0.1%
1.738613667	1	< 0.1%
1.731347045	1	< 0.1%
1.725448114	1	< 0.1%

feat08
Real number (ℝ)

UNIQUE

Distinct	5358
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.99493927

Minimum	0.13911547
Maximum	1.8986577
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	0.13911547
5-th percentile	0.49299652
Q1	0.74173137
median	0.99089155
Q3	1.24932
95-th percentile	1.5031658
Maximum	1.8986577
Range	1.7595422
Interquartile range (IQR)	0.50758861

Descriptive statistics

Standard deviation	0.31836363
Coefficient of variation (CV)	0.31998298
Kurtosis	-0.78332711
Mean	0.99493927
Median Absolute Deviation (MAD)	0.25426443
Skewness	0.027175865
Sum	5330.8846
Variance	0.1013554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.174714983	1	< 0.1%
0.75132993	1	< 0.1%
1.202632119	1	< 0.1%
1.314971234	1	< 0.1%
0.5067394455	1	< 0.1%
0.8743426885	1	< 0.1%
1.232688854	1	< 0.1%
0.4975841887	1	< 0.1%
0.9368459147	1	< 0.1%
1.508995487	1	< 0.1%
Other values (5348)	5348	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1391154654	1	< 0.1%
0.1773982665	1	< 0.1%
0.181149346	1	< 0.1%
0.1982485874	1	< 0.1%
0.207358003	1	< 0.1%
0.2115219569	1	< 0.1%
0.2303711317	1	< 0.1%
0.2377981569	1	< 0.1%
0.2401691765	1	< 0.1%
0.2464290369	1	< 0.1%

Value	Count	Frequency (%)
1.898657672	1	< 0.1%
1.881526673	1	< 0.1%
1.853972434	1	< 0.1%
1.850176218	1	< 0.1%
1.841998523	1	< 0.1%
1.815863708	1	< 0.1%
1.814892197	1	< 0.1%
1.801268908	1	< 0.1%
1.798640798	1	< 0.1%
1.795521369	1	< 0.1%

feat09
Real number (ℝ)

UNIQUE

Distinct	5358
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0225358

Minimum	0.22015082
Maximum	1.8351232
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	0.22015082
5-th percentile	0.51541512
Q1	0.77055066
median	1.0235428
Q3	1.270791
95-th percentile	1.5279652
Maximum	1.8351232
Range	1.6149723
Interquartile range (IQR)	0.50024037

Descriptive statistics

Standard deviation	0.31670844
Coefficient of variation (CV)	0.30972848
Kurtosis	-0.83831311
Mean	1.0225358
Median Absolute Deviation (MAD)	0.25024441
Skewness	-0.010658559
Sum	5478.7466
Variance	0.10030424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.13074268	1	< 0.1%
0.8225552307	1	< 0.1%
0.8041851051	1	< 0.1%
0.8385903028	1	< 0.1%
1.303899949	1	< 0.1%
0.8547019059	1	< 0.1%
1.067979556	1	< 0.1%
0.9511797321	1	< 0.1%
0.7746973688	1	< 0.1%
0.7328872253	1	< 0.1%
Other values (5348)	5348	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2201508232	1	< 0.1%
0.2407530786	1	< 0.1%
0.244268671	1	< 0.1%
0.2445341141	1	< 0.1%
0.251263091	1	< 0.1%
0.2555038524	1	< 0.1%
0.2669598588	1	< 0.1%
0.2677980381	1	< 0.1%
0.2817727676	1	< 0.1%
0.2842435725	1	< 0.1%

Value	Count	Frequency (%)
1.835123154	1	< 0.1%
1.815400124	1	< 0.1%
1.800039598	1	< 0.1%
1.776735975	1	< 0.1%
1.772870674	1	< 0.1%
1.767963665	1	< 0.1%
1.763823876	1	< 0.1%
1.759082281	1	< 0.1%
1.758535892	1	< 0.1%
1.752460018	1	< 0.1%

feat10
Real number (ℝ)

UNIQUE

Distinct	5358
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51703219

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.28798434
Q1	0.42597484
median	0.51842631
Q3	0.61000856
95-th percentile	0.74493443
Maximum	1
Range	1
Interquartile range (IQR)	0.18403372

Descriptive statistics

Standard deviation	0.13826758
Coefficient of variation (CV)	0.26742547
Kurtosis	-0.043330428
Mean	0.51703219
Median Absolute Deviation (MAD)	0.091955584
Skewness	-0.030869179
Sum	2770.2585
Variance	0.019117923
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4157735761	1	< 0.1%
0.5545951337	1	< 0.1%
0.5803654828	1	< 0.1%
0.6813921396	1	< 0.1%
0.5547833326	1	< 0.1%
0.4954541523	1	< 0.1%
0.3329628246	1	< 0.1%
0.5652775097	1	< 0.1%
0.2997003504	1	< 0.1%
0.3508994319	1	< 0.1%
Other values (5348)	5348	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.05376063323	1	< 0.1%
0.07430672799	1	< 0.1%
0.08950969336	1	< 0.1%
0.09527340946	1	< 0.1%
0.09976323485	1	< 0.1%
0.1001849797	1	< 0.1%
0.10785847	1	< 0.1%
0.1108569005	1	< 0.1%
0.1124764764	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9797258517	1	< 0.1%
0.9525800705	1	< 0.1%
0.9463239261	1	< 0.1%
0.9397973314	1	< 0.1%
0.9266304652	1	< 0.1%
0.9202036788	1	< 0.1%
0.9194938413	1	< 0.1%
0.9122792317	1	< 0.1%
0.8956886274	1	< 0.1%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	367.2 KiB

Female	3135
Male	2223

Length

Max length	6
Median length	6
Mean length	5.1702128
Min length	4

Characters and Unicode

Total characters	27702
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Male
3rd row	Male
4th row	Female
5th row	Female

Common Values

Value	Count	Frequency (%)
Female	3135	58.5%
Male	2223	41.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	3135	58.5%
male	2223	41.5%

Most occurring characters

Value	Count	Frequency (%)
e	8493	30.7%
a	5358	19.3%
l	5358	19.3%
F	3135	11.3%
m	3135	11.3%
M	2223	8.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	22344	80.7%
Uppercase Letter	5358	19.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	8493	38.0%
a	5358	24.0%
l	5358	24.0%
m	3135	14.0%

Uppercase Letter

Value	Count	Frequency (%)
F	3135	58.5%
M	2223	41.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	27702	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	8493	30.7%
a	5358	19.3%
l	5358	19.3%
F	3135	11.3%
m	3135	11.3%
M	2223	8.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	27702	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	8493	30.7%
a	5358	19.3%
l	5358	19.3%
F	3135	11.3%
m	3135	11.3%
M	2223	8.0%

heart_disease
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	345.3 KiB

0	5035
1	323

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	5358
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	5035	94.0%
1	323	6.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	5035	94.0%
1	323	6.0%

Most occurring characters

Value	Count	Frequency (%)
0	5035	94.0%
1	323	6.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5358	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	5035	94.0%
1	323	6.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	5358	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	5035	94.0%
1	323	6.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5358	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	5035	94.0%
1	323	6.0%

hypertension
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	345.3 KiB

0	4794
1	564

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	5358
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	4794	89.5%
1	564	10.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	4794	89.5%
1	564	10.5%

Most occurring characters

Value	Count	Frequency (%)
0	4794	89.5%
1	564	10.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5358	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4794	89.5%
1	564	10.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	5358	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4794	89.5%
1	564	10.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5358	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4794	89.5%
1	564	10.5%

residence_type
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	366.3 KiB

Urban	2731
Rural	2627

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	26790
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Urban
2nd row	Rural
3rd row	Rural
4th row	Urban
5th row	Urban

Common Values

Value	Count	Frequency (%)
Urban	2731	51.0%
Rural	2627	49.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
urban	2731	51.0%
rural	2627	49.0%

Most occurring characters

Value	Count	Frequency (%)
r	5358	20.0%
a	5358	20.0%
U	2731	10.2%
b	2731	10.2%
n	2731	10.2%
R	2627	9.8%
u	2627	9.8%
l	2627	9.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	21432	80.0%
Uppercase Letter	5358	20.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	5358	25.0%
a	5358	25.0%
b	2731	12.7%
n	2731	12.7%
u	2627	12.3%
l	2627	12.3%

Uppercase Letter

Value	Count	Frequency (%)
U	2731	51.0%
R	2627	49.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	26790	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	5358	20.0%
a	5358	20.0%
U	2731	10.2%
b	2731	10.2%
n	2731	10.2%
R	2627	9.8%
u	2627	9.8%
l	2627	9.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26790	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	5358	20.0%
a	5358	20.0%
U	2731	10.2%
b	2731	10.2%
n	2731	10.2%
R	2627	9.8%
u	2627	9.8%
l	2627	9.8%

smoking_status
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	393.1 KiB

never smoked	1982
Unknown	1591
formerly smoked	954
smokes	831

Length

Max length	15
Median length	12
Mean length	10.118888
Min length	6

Characters and Unicode

Total characters	54217
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	formerly smoked
2nd row	never smoked
3rd row	Unknown
4th row	never smoked
5th row	smokes

Common Values

Value	Count	Frequency (%)
never smoked	1982	37.0%
Unknown	1591	29.7%
formerly smoked	954	17.8%
smokes	831	15.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
smoked	2936	35.4%
never	1982	23.9%
unknown	1591	19.2%
formerly	954	11.5%
smokes	831	10.0%

Most occurring characters

Value	Count	Frequency (%)
e	8685	16.0%
n	6755	12.5%
o	6312	11.6%
k	5358	9.9%
m	4721	8.7%
s	4598	8.5%
r	3890	7.2%
	2936	5.4%
d	2936	5.4%
v	1982	3.7%
Other values (5)	6044	11.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	49690	91.7%
Space Separator	2936	5.4%
Uppercase Letter	1591	2.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	8685	17.5%
n	6755	13.6%
o	6312	12.7%
k	5358	10.8%
m	4721	9.5%
s	4598	9.3%
r	3890	7.8%
d	2936	5.9%
v	1982	4.0%
w	1591	3.2%
Other values (3)	2862	5.8%

Space Separator

Value	Count	Frequency (%)
	2936	100.0%

Uppercase Letter

Value	Count	Frequency (%)
U	1591	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	51281	94.6%
Common	2936	5.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	8685	16.9%
n	6755	13.2%
o	6312	12.3%
k	5358	10.4%
m	4721	9.2%
s	4598	9.0%
r	3890	7.6%
d	2936	5.7%
v	1982	3.9%
U	1591	3.1%
Other values (4)	4453	8.7%

Common

Value	Count	Frequency (%)
	2936	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	54217	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	8685	16.0%
n	6755	12.5%
o	6312	11.6%
k	5358	9.9%
m	4721	8.7%
s	4598	8.5%
r	3890	7.2%
	2936	5.4%
d	2936	5.4%
v	1982	3.7%
Other values (5)	6044	11.1%

stroke
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	345.3 KiB

0	4860
1	498

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	5358
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	4860	90.7%
1	498	9.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	4860	90.7%
1	498	9.3%

Most occurring characters

Value	Count	Frequency (%)
0	4860	90.7%
1	498	9.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5358	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4860	90.7%
1	498	9.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	5358	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4860	90.7%
1	498	9.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5358	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4860	90.7%
1	498	9.3%

work_type
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	383.4 KiB

Private	3073
Self-employed	884
Govt_job	690
children	689
Never_worked	22

Length

Max length	13
Median length	7
Mean length	8.2678238
Min length	7

Characters and Unicode

Total characters	44299
Distinct characters	26
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Private
2nd row	Private
3rd row	Private
4th row	Self-employed
5th row	Private

Common Values

Value	Count	Frequency (%)
Private	3073	57.4%
Self-employed	884	16.5%
Govt_job	690	12.9%
children	689	12.9%
Never_worked	22	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
private	3073	57.4%
self-employed	884	16.5%
govt_job	690	12.9%
children	689	12.9%
never_worked	22	0.4%

Most occurring characters

Value	Count	Frequency (%)
e	6480	14.6%
r	3806	8.6%
v	3785	8.5%
t	3763	8.5%
i	3762	8.5%
P	3073	6.9%
a	3073	6.9%
l	2457	5.5%
o	2286	5.2%
d	1595	3.6%
Other values (16)	10219	23.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	38034	85.9%
Uppercase Letter	4669	10.5%
Dash Punctuation	884	2.0%
Connector Punctuation	712	1.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	6480	17.0%
r	3806	10.0%
v	3785	10.0%
t	3763	9.9%
i	3762	9.9%
a	3073	8.1%
l	2457	6.5%
o	2286	6.0%
d	1595	4.2%
f	884	2.3%
Other values (10)	6143	16.2%

Uppercase Letter

Value	Count	Frequency (%)
P	3073	65.8%
S	884	18.9%
G	690	14.8%
N	22	0.5%

Dash Punctuation

Value	Count	Frequency (%)
-	884	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	712	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	42703	96.4%
Common	1596	3.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	6480	15.2%
r	3806	8.9%
v	3785	8.9%
t	3763	8.8%
i	3762	8.8%
P	3073	7.2%
a	3073	7.2%
l	2457	5.8%
o	2286	5.4%
d	1595	3.7%
Other values (14)	8623	20.2%

Common

Value	Count	Frequency (%)
-	884	55.4%
_	712	44.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	44299	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	6480	14.6%
r	3806	8.6%
v	3785	8.5%
t	3763	8.5%
i	3762	8.5%
P	3073	6.9%
a	3073	6.9%
l	2457	5.5%
o	2286	5.2%
d	1595	3.6%
Other values (16)	10219	23.1%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	age	avg_glucose_level	bmi	ever_married	feat01	feat02	feat03	feat04	feat05	feat06	feat07	feat08	feat09	feat10	gender	hypertension	residence_type	smoking_status	work_type
0	43.0000	92.7100	30.5000	Yes	0.6216	0.6636	1.0703	1.2745	1.3907	1.0965	1.0711	1.1747	1.1307	0.4158	Male	0	Urban	formerly smoked	Private
1	59.0000	93.9000	42.2000	Yes	0.2858	0.4051	1.2722	0.9503	1.5604	1.1508	1.1103	0.9100	0.5848	0.5955	Male	0	Rural	never smoked	Private
2	25.0000	92.1400	36.2000	Yes	0.6959	0.4963	1.4668	1.0263	0.5139	1.0408	0.8699	1.5253	0.8223	0.1276	Male	0	Rural	Unknown	Private
3	74.0000	205.8400	54.6000	Yes	0.7181	0.4085	0.6438	0.8952	0.9654	0.8913	1.4991	1.4003	1.2426	0.3291	Female	1	Urban	never smoked	Self-employed
4	34.0000	79.8000	37.4000	Yes	0.4722	0.4638	1.1612	1.3084	0.8025	1.5714	0.3185	1.5124	1.3106	0.3367	Female	0	Urban	smokes	Private
5	66.0000	94.3900	29.4000	Yes	0.5683	0.8161	0.7998	1.0050	1.7967	0.9104	0.6907	1.3538	0.8311	0.6047	Female	0	Urban	Unknown	Self-employed
6	22.0000	130.3400	22.0000	No	0.5194	0.7308	0.5078	1.0883	1.4452	0.5142	0.5601	1.1694	0.7324	0.8311	Female	0	Urban	never smoked	Private
7	38.0000	91.0000	33.3000	Yes	0.7014	0.6276	1.2991	0.7849	1.0040	1.0411	1.4238	1.4478	0.7040	0.4213	Female	1	Urban	never smoked	Self-employed
8	69.0000	83.5500	28.3000	Yes	0.7674	0.4518	0.5863	1.1598	1.1542	1.3561	1.6339	1.0339	1.4537	0.3591	Female	0	Urban	formerly smoked	Self-employed
9	52.0000	69.1100	35.2000	Yes	0.4092	0.4864	0.7351	1.0246	1.1064	1.5312	1.2004	0.6182	1.3481	0.5376	Female	0	Rural	never smoked	Govt_job

	age	avg_glucose_level	bmi	ever_married	feat01	feat02	feat03	feat04	feat05	feat06	feat07	feat08	feat09	feat10	gender	residence_type	smoking_status	stroke	work_type
5349	72.0000	131.4100	28.4000	Yes	0.4966	0.3856	0.6037	0.9379	0.6754	0.8001	0.3777	0.4318	0.8586	0.6931	Female	Urban	never smoked	1	Govt_job
5350	16.0000	135.8200	35.1000	No	0.4240	0.5254	0.7192	1.4051	1.2213	1.3118	1.5229	0.8264	1.4331	0.6730	Male	Urban	never smoked	0	children
5351	37.0000	176.4200	39.7000	Yes	0.4585	0.3873	1.3247	1.2535	1.3669	0.8979	1.3324	0.6505	1.4935	0.5878	Male	Urban	Unknown	0	Private
5352	53.0000	113.7400	31.6000	Yes	0.7391	0.4111	1.5847	0.9578	1.1459	1.2221	1.3489	1.2901	1.1788	0.4702	Female	Urban	smokes	0	Self-employed
5353	25.0000	119.9600	27.7000	Yes	0.5129	0.5518	1.2143	1.3655	1.3347	0.7700	0.8244	1.4707	1.1849	0.5868	Male	Rural	never smoked	0	Private
5354	62.0000	98.0500	27.9000	Yes	0.6588	0.4631	1.1928	0.8352	1.0432	0.6192	1.0360	1.2921	0.7789	0.5882	Female	Rural	never smoked	0	Private
5355	78.0000	244.9700	NaN	Yes	0.2496	0.4180	0.8447	0.7113	1.8057	0.9754	1.4241	0.7072	0.8729	0.4280	Male	Urban	formerly smoked	1	Private
5356	56.0000	227.0400	23.0000	Yes	0.5955	0.6009	1.2593	0.2409	1.0876	1.0405	1.3555	1.3512	1.0232	0.7545	Female	Rural	smokes	0	Private
5357	77.0000	190.6900	31.4000	Yes	0.3484	0.2541	0.9378	0.6646	1.4418	0.9439	1.1336	1.0762	1.1184	0.5017	Female	Rural	never smoked	1	Govt_job
5358	40.0000	65.4700	24.1000	Yes	0.6088	0.5298	0.8314	0.8140	1.2363	0.9405	0.4219	1.1413	1.0434	0.8551	Female	Rural	smokes	0	Private

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Space Separator

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts